Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "4"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 4 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 64 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 62 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 4, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.734280 3.754454 3.286274 -0.283252 -0.068523 0.650949 5.880192 0.820305 0.6791 0.6732 0.3988 nan nan
2459879 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.065932 2.292183 0.648314 0.238150 -0.345964 1.277462 0.872560 -0.427999 0.6671 0.6676 0.4063 nan nan
2459878 RF_maintenance 100.00% 0.12% 0.00% 0.00% - - 1.325127 6.015283 2.935487 0.013830 0.136720 0.251980 20.465313 1.968399 0.6715 0.6711 0.3969 nan nan
2459876 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.916730 3.737985 2.707572 -0.356406 0.432315 0.046810 1.157872 -0.733574 0.6951 0.6694 0.3912 nan nan
2459875 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.551715 2.695759 3.185073 -0.080841 0.792962 0.682378 3.719663 -0.110281 0.6959 0.6947 0.3953 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.644678 6.374418 1.198667 -0.568816 0.242645 -0.008175 1.813279 0.282601 0.6877 0.6688 0.3833 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.260962 4.566193 1.472432 -0.376945 0.691833 0.230511 1.855354 -0.172926 0.6947 0.6679 0.3849 nan nan
2459872 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.581190 2.576973 1.442150 0.239758 0.764694 1.349761 0.464448 -1.063192 0.6877 0.6764 0.3910 nan nan
2459871 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.872088 1.822069 2.720698 -0.130765 1.094691 1.638037 3.117297 0.744612 0.6942 0.6713 0.3855 nan nan
2459870 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 427.123641 427.747932 inf inf 7716.598834 8025.402923 14041.893865 14630.391370 nan nan nan nan nan
2459869 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.604096 3.650656 2.182912 -0.477967 0.264371 -0.357760 1.288720 0.237152 0.7057 0.6956 0.3812 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.392898 5.243593 3.277361 -0.162765 0.523184 -0.437096 3.023589 -0.545674 0.6891 0.6691 0.4023 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.377624 4.578089 2.104993 -0.237828 -0.265230 -0.465156 1.168317 -0.522790 0.7020 0.6738 0.4026 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.307046 4.949780 2.144382 -0.271604 -0.430299 -0.028463 1.356869 -0.613010 0.7012 0.6743 0.3952 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.773217 4.412321 1.824017 -0.199646 0.256370 -0.023405 0.938860 0.589956 0.7245 0.6997 0.3616 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.506449 7.191824 1.933051 0.782910 -0.117051 -0.448893 1.011532 -0.167599 0.6926 0.6632 0.4139 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.911547 4.533615 0.778691 0.613670 0.654357 1.068926 2.015794 -0.196520 0.6864 0.6524 0.4045 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.408644 4.344067 1.901279 0.777455 1.250189 -0.634575 2.736202 -0.177938 0.6780 0.6851 0.4161 nan nan
2459861 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.067765 3.327192 0.923906 0.854555 0.330544 0.649750 1.002475 -0.353171 0.7097 0.6667 0.4162 nan nan
2459860 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.252854 3.536022 1.791577 0.645297 0.762176 -0.334821 0.943662 -0.702817 0.7157 0.6638 0.4163 nan nan
2459859 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.211370 3.446376 0.992056 0.944648 -0.269303 0.411143 3.212417 0.333686 0.7190 0.6683 0.4126 nan nan
2459858 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.487318 3.325154 1.037657 0.841247 -0.058858 1.220900 2.829282 0.073583 0.7294 0.6749 0.4263 3.668098 2.896336
2459857 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.661471 -0.648292 0.606499 0.309546 -0.510074 -1.154882 1.213455 0.141538 0.0251 0.0249 0.0005 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.319604 4.904282 1.655981 0.661278 0.039284 0.014638 4.324715 0.228391 0.7183 0.6896 0.4122 3.743789 2.918068
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.424692 4.693253 1.583441 0.374453 -0.282419 0.240701 1.154216 -0.467210 0.7000 0.7047 0.4432 3.889506 3.049283
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.453370 5.549207 0.785934 -0.120282 -0.456730 -0.284356 -0.488551 -0.987324 0.7152 0.7357 0.4466 3.841183 2.790316
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.103608 4.223570 1.154236 0.000027 0.036941 -0.187846 1.432022 -0.274363 0.7434 0.6792 0.4343 3.750705 3.059273
2459852 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997 0.8284 0.8275 0.2528 4.577502 4.644673
2459851 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.653529 3.034228 1.118927 -0.029992 -0.078042 0.718213 -0.123409 -0.399100 0.7726 0.7406 0.3403 5.146842 3.824716
2459850 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.626095 3.721986 1.008097 -0.002736 -0.536515 -0.069040 -0.262116 -0.317954 0.7480 0.7454 0.3607 3.889289 2.797354
2459849 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.366451 3.492826 2.453395 0.474035 0.985130 1.473322 0.508022 -0.382739 0.7470 0.7379 0.3685 4.740274 3.666911
2459848 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.443747 3.209006 0.191154 -0.820712 0.221092 0.538059 1.028258 -0.719954 0.7251 0.7420 0.3858 3.844022 3.107437
2459847 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.755657 3.627963 0.013203 -0.668914 1.048399 -0.112019 0.232166 -0.744421 0.7319 0.6758 0.4392 5.342415 4.347278
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.921320 5.395661 0.443795 -0.402124 1.979577 1.397617 0.358476 -0.463548 0.8380 0.6655 0.5044 4.208553 4.093162
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.757540 5.132063 1.008552 -0.307687 1.199331 1.259335 6.768312 0.752533 0.7427 0.7479 0.3727 0.000000 0.000000
2459844 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.092549 -0.309853 0.803180 0.333952 2.056763 1.284604 1.428426 -0.269307 0.0246 0.0245 0.0005 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 1.077178 5.598751 0.056941 1.079135 0.079752 0.708208 1.666439 -0.469219 0.7504 0.7384 0.3901 5.585910 4.215135
2459842 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.943609 2.699111 0.729852 1.492789 -0.285952 0.832908 0.872789 0.338281 0.7549 0.6344 0.2929 4.611158 4.386313
2459841 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.626950 0.442729 0.704843 1.367289 0.254969 -0.162482 1.187060 -0.241095 0.0249 0.0242 0.0007 nan nan
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.922209 -0.877785 0.708135 0.166848 -0.151059 -1.006785 1.795258 0.128260 0.0237 0.0232 0.0008 nan nan
2459839 RF_maintenance 0.00% - - - - - -0.010519 1.241765 1.146537 0.261431 0.748396 0.023814 2.003127 -0.668854 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.181251 3.943519 0.348429 0.974736 -0.377158 0.829345 0.231668 -0.067910 0.7380 0.6685 0.4277 7.314135 5.747857
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0440 0.0370 0.0017 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.248017 -0.698351 -0.237655 -0.839702 -0.228755 -1.041803 0.612680 -0.461070 0.0434 0.0371 0.0018 nan nan
2459833 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.581760 -0.630964 0.965267 1.023119 -0.493119 -0.402058 1.975209 0.498723 0.0402 0.0355 0.0018 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.713393 7.652966 0.352123 0.738537 -0.543284 1.357620 0.563172 -0.738605 0.8068 0.4992 0.6141 3.648786 3.169628
2459831 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.290291 1.117707 0.890450 0.247143 0.578928 -0.383432 1.506070 -0.302617 0.0559 0.0405 0.0031 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.553483 7.027887 1.015237 1.667639 3.505067 0.602102 2.176082 -0.514601 0.7423 0.6250 0.4427 62.766421 35.376029
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.184153 5.331611 -0.878511 1.891111 -0.452021 -0.726821 6.142774 1.106254 0.7997 0.5104 0.5724 6.665361 8.860879
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.222731 6.140671 -0.363628 1.972120 -0.441583 -0.159753 5.373364 0.361201 0.7534 0.6267 0.4478 17.004295 9.502904
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.508512 4.671550 -0.444778 1.461919 -0.769471 -0.994033 -0.093765 -0.588002 0.7939 0.5279 0.5479 10.125242 14.443908
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.537519 4.576078 -0.997712 1.332598 7.659640 7.235824 7.982915 5.507466 0.7916 0.5327 0.5495 2.573925 1.996785
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.146054 195.231812 inf inf 3160.985192 3232.919946 5948.164156 6352.920521 nan nan nan 0.000000 0.000000
2459823 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.307505 3.257683 -0.521105 1.630455 -0.547578 -0.817576 0.269298 -0.191831 0.7564 0.5895 0.5020 15.265260 15.810155
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.685107 4.589902 -0.821319 1.924864 -0.851639 -0.496895 2.686573 -0.351011 0.7903 0.5591 0.5406 4.641249 4.459183
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.229064 5.836498 -0.826770 1.826250 -0.170596 0.376123 0.226355 -0.026481 0.7806 0.5728 0.5339 4.525347 4.516854
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 328.324943 328.653591 inf inf 592.213273 551.063215 1949.012332 1920.154517 nan nan nan 0.000000 0.000000
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.300323 3.855616 -0.969442 1.553311 -0.988273 0.288621 0.478284 -0.511318 0.8421 0.5708 0.6120 3.983026 4.128719
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 4: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 5.880192 3.754454 0.734280 -0.283252 3.286274 0.650949 -0.068523 0.820305 5.880192

Antenna 4: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.292183 2.292183 1.065932 0.238150 0.648314 1.277462 -0.345964 -0.427999 0.872560

Antenna 4: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 20.465313 1.325127 6.015283 2.935487 0.013830 0.136720 0.251980 20.465313 1.968399

Antenna 4: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.737985 0.916730 3.737985 2.707572 -0.356406 0.432315 0.046810 1.157872 -0.733574

Antenna 4: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 3.719663 1.551715 2.695759 3.185073 -0.080841 0.792962 0.682378 3.719663 -0.110281

Antenna 4: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 6.374418 2.644678 6.374418 1.198667 -0.568816 0.242645 -0.008175 1.813279 0.282601

Antenna 4: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.566193 2.260962 4.566193 1.472432 -0.376945 0.691833 0.230511 1.855354 -0.172926

Antenna 4: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.576973 2.576973 1.581190 0.239758 1.442150 1.349761 0.764694 -1.063192 0.464448

Antenna 4: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 3.117297 1.822069 0.872088 -0.130765 2.720698 1.638037 1.094691 0.744612 3.117297

Antenna 4: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Power inf 427.123641 427.747932 inf inf 7716.598834 8025.402923 14041.893865 14630.391370

Antenna 4: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.650656 2.604096 3.650656 2.182912 -0.477967 0.264371 -0.357760 1.288720 0.237152

Antenna 4: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.243593 2.392898 5.243593 3.277361 -0.162765 0.523184 -0.437096 3.023589 -0.545674

Antenna 4: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.578089 1.377624 4.578089 2.104993 -0.237828 -0.265230 -0.465156 1.168317 -0.522790

Antenna 4: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.949780 4.949780 1.307046 -0.271604 2.144382 -0.028463 -0.430299 -0.613010 1.356869

Antenna 4: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.412321 2.773217 4.412321 1.824017 -0.199646 0.256370 -0.023405 0.938860 0.589956

Antenna 4: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 7.191824 7.191824 2.506449 0.782910 1.933051 -0.448893 -0.117051 -0.167599 1.011532

Antenna 4: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.533615 0.911547 4.533615 0.778691 0.613670 0.654357 1.068926 2.015794 -0.196520

Antenna 4: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.344067 0.408644 4.344067 1.901279 0.777455 1.250189 -0.634575 2.736202 -0.177938

Antenna 4: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.327192 3.327192 0.067765 0.854555 0.923906 0.649750 0.330544 -0.353171 1.002475

Antenna 4: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.536022 0.252854 3.536022 1.791577 0.645297 0.762176 -0.334821 0.943662 -0.702817

Antenna 4: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.446376 0.211370 3.446376 0.992056 0.944648 -0.269303 0.411143 3.212417 0.333686

Antenna 4: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.325154 3.325154 0.487318 0.841247 1.037657 1.220900 -0.058858 0.073583 2.829282

Antenna 4: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.213455 -0.648292 -0.661471 0.309546 0.606499 -1.154882 -0.510074 0.141538 1.213455

Antenna 4: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.904282 0.319604 4.904282 1.655981 0.661278 0.039284 0.014638 4.324715 0.228391

Antenna 4: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.693253 4.693253 0.424692 0.374453 1.583441 0.240701 -0.282419 -0.467210 1.154216

Antenna 4: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.549207 5.549207 0.453370 -0.120282 0.785934 -0.284356 -0.456730 -0.987324 -0.488551

Antenna 4: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.223570 4.223570 0.103608 0.000027 1.154236 -0.187846 0.036941 -0.274363 1.432022

Antenna 4: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.684333 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997

Antenna 4: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.034228 0.653529 3.034228 1.118927 -0.029992 -0.078042 0.718213 -0.123409 -0.399100

Antenna 4: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.721986 0.626095 3.721986 1.008097 -0.002736 -0.536515 -0.069040 -0.262116 -0.317954

Antenna 4: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.492826 0.366451 3.492826 2.453395 0.474035 0.985130 1.473322 0.508022 -0.382739

Antenna 4: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.209006 3.209006 1.443747 -0.820712 0.191154 0.538059 0.221092 -0.719954 1.028258

Antenna 4: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.627963 3.627963 0.755657 -0.668914 0.013203 -0.112019 1.048399 -0.744421 0.232166

Antenna 4: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.395661 0.921320 5.395661 0.443795 -0.402124 1.979577 1.397617 0.358476 -0.463548

Antenna 4: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 6.768312 5.132063 1.757540 -0.307687 1.008552 1.259335 1.199331 0.752533 6.768312

Antenna 4: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 2.056763 -1.092549 -0.309853 0.803180 0.333952 2.056763 1.284604 1.428426 -0.269307

Antenna 4: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.598751 5.598751 1.077178 1.079135 0.056941 0.708208 0.079752 -0.469219 1.666439

Antenna 4: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.699111 0.943609 2.699111 0.729852 1.492789 -0.285952 0.832908 0.872789 0.338281

Antenna 4: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Power 1.367289 -0.626950 0.442729 0.704843 1.367289 0.254969 -0.162482 1.187060 -0.241095

Antenna 4: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.795258 -0.922209 -0.877785 0.708135 0.166848 -0.151059 -1.006785 1.795258 0.128260

Antenna 4: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.003127 1.241765 -0.010519 0.261431 1.146537 0.023814 0.748396 -0.668854 2.003127

Antenna 4: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.943519 3.943519 0.181251 0.974736 0.348429 0.829345 -0.377158 -0.067910 0.231668

Antenna 4: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 0.612680 -0.698351 -1.248017 -0.839702 -0.237655 -1.041803 -0.228755 -0.461070 0.612680

Antenna 4: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.975209 -0.630964 -0.581760 1.023119 0.965267 -0.402058 -0.493119 0.498723 1.975209

Antenna 4: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 7.652966 -0.713393 7.652966 0.352123 0.738537 -0.543284 1.357620 0.563172 -0.738605

Antenna 4: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.506070 -0.290291 1.117707 0.890450 0.247143 0.578928 -0.383432 1.506070 -0.302617

Antenna 4: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 4: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 7.027887 7.027887 0.553483 1.667639 1.015237 0.602102 3.505067 -0.514601 2.176082

Antenna 4: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 6.142774 5.331611 -0.184153 1.891111 -0.878511 -0.726821 -0.452021 1.106254 6.142774

Antenna 4: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 6.140671 0.222731 6.140671 -0.363628 1.972120 -0.441583 -0.159753 5.373364 0.361201

Antenna 4: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.671550 4.671550 -0.508512 1.461919 -0.444778 -0.994033 -0.769471 -0.588002 -0.093765

Antenna 4: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 7.982915 4.576078 -0.537519 1.332598 -0.997712 7.235824 7.659640 5.507466 7.982915

Antenna 4: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Power inf 198.146054 195.231812 inf inf 3160.985192 3232.919946 5948.164156 6352.920521

Antenna 4: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.257683 3.257683 -0.307505 1.630455 -0.521105 -0.817576 -0.547578 -0.191831 0.269298

Antenna 4: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.589902 -0.685107 4.589902 -0.821319 1.924864 -0.851639 -0.496895 2.686573 -0.351011

Antenna 4: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.836498 5.836498 0.229064 1.826250 -0.826770 0.376123 -0.170596 -0.026481 0.226355

Antenna 4: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 4: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Power inf 328.324943 328.653591 inf inf 592.213273 551.063215 1949.012332 1920.154517

Antenna 4: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.855616 3.855616 -0.300323 1.553311 -0.969442 0.288621 -0.988273 -0.511318 0.478284

Antenna 4: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 4: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 4: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: